Physionet Data Challenge 2019

Dataset statistics

Number of variables	44
Number of observations	40336
Missing cells	509176
Missing cells (%)	28.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	13.5 MiB
Average record size in memory	352.0 B

Variable types

Numeric	39
Categorical	5

Alerts

`SBP` is highly correlated with `MAP` and 1 other fields	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `SBP` and 1 other fields	High correlation
`BaseExcess` is highly correlated with `HCO3` and 1 other fields	High correlation
`HCO3` is highly correlated with `BaseExcess`	High correlation
`pH` is highly correlated with `BaseExcess`	High correlation
`AST` is highly correlated with `Bilirubin_direct`	High correlation
`BUN` is highly correlated with `Creatinine`	High correlation
`Creatinine` is highly correlated with `BUN`	High correlation
`Bilirubin_direct` is highly correlated with `AST` and 1 other fields	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`SBP` is highly correlated with `MAP` and 1 other fields	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `SBP` and 1 other fields	High correlation
`BaseExcess` is highly correlated with `HCO3` and 1 other fields	High correlation
`HCO3` is highly correlated with `BaseExcess` and 1 other fields	High correlation
`pH` is highly correlated with `BaseExcess`	High correlation
`PaCO2` is highly correlated with `HCO3`	High correlation
`BUN` is highly correlated with `Creatinine` and 1 other fields	High correlation
`Creatinine` is highly correlated with `BUN` and 1 other fields	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Phosphate` is highly correlated with `BUN` and 1 other fields	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`SBP` is highly correlated with `MAP`	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `MAP`	High correlation
`BaseExcess` is highly correlated with `HCO3`	High correlation
`HCO3` is highly correlated with `BaseExcess`	High correlation
`BUN` is highly correlated with `Creatinine`	High correlation
`Creatinine` is highly correlated with `BUN`	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`DBP` has 7411 (18.4%) missing values	Missing
`EtCO2` has 37120 (92.0%) missing values	Missing
`BaseExcess` has 27126 (67.3%) missing values	Missing
`HCO3` has 20119 (49.9%) missing values	Missing
`FiO2` has 22527 (55.8%) missing values	Missing
`pH` has 21401 (53.1%) missing values	Missing
`PaCO2` has 21980 (54.5%) missing values	Missing
`SaO2` has 27248 (67.6%) missing values	Missing
`AST` has 25979 (64.4%) missing values	Missing
`BUN` has 2018 (5.0%) missing values	Missing
`Alkalinephos` has 26163 (64.9%) missing values	Missing
`Calcium` has 5339 (13.2%) missing values	Missing
`Chloride` has 18925 (46.9%) missing values	Missing
`Creatinine` has 2049 (5.1%) missing values	Missing
`Bilirubin_direct` has 38279 (94.9%) missing values	Missing
`Glucose` has 1580 (3.9%) missing values	Missing
`Lactate` has 27843 (69.0%) missing values	Missing
`Magnesium` has 4931 (12.2%) missing values	Missing
`Phosphate` has 12015 (29.8%) missing values	Missing
`Potassium` has 1867 (4.6%) missing values	Missing
`Bilirubin_total` has 26088 (64.7%) missing values	Missing
`TroponinI` has 33283 (82.5%) missing values	Missing
`Hct` has 2317 (5.7%) missing values	Missing
`Hgb` has 2448 (6.1%) missing values	Missing
`PTT` has 20098 (49.8%) missing values	Missing
`WBC` has 2625 (6.5%) missing values	Missing
`Fibrinogen` has 35821 (88.8%) missing values	Missing
`Platelets` has 2577 (6.4%) missing values	Missing
`Unit1` has 15617 (38.7%) missing values	Missing
`Unit2` has 15617 (38.7%) missing values	Missing
`FiO2` is highly skewed (γ1 = 133.4320486)	Skewed
`PatientID` has unique values	Unique
`BaseExcess` has 3105 (7.7%) zeros	Zeros
`HospAdmTime` has 1313 (3.3%) zeros	Zeros

Reproduction

Analysis started	2021-11-29 10:26:45.905490
Analysis finished	2021-11-29 10:26:58.468624
Duration	12.56 seconds
Software version	pandas-profiling v3.1.1
Download configuration	config.json

PatientID
Real number (ℝ_≥0)

UNIQUE

Distinct	40336
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59671.27286

Minimum	1
Maximum	120000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	1
5-th percentile	2017.75
Q1	10084.75
median	20475.5
Q3	109916.25
95-th percentile	117983.25
Maximum	120000
Range	119999
Interquartile range (IQR)	99831.5

Descriptive statistics

Standard deviation	50251.33712
Coefficient of variation (CV)	0.842136169
Kurtosis	-1.946653503
Mean	59671.27286
Median Absolute Deviation (MAD)	20307
Skewness	0.01560297418
Sum	2406900462
Variance	2525196883
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
106559	1	< 0.1%
106552	1	< 0.1%
106553	1	< 0.1%
106554	1	< 0.1%
106555	1	< 0.1%
106556	1	< 0.1%
106557	1	< 0.1%
106558	1	< 0.1%
106560	1	< 0.1%
Other values (40326)	40326	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
120000	1	< 0.1%
119999	1	< 0.1%
119998	1	< 0.1%
119997	1	< 0.1%
119996	1	< 0.1%
119995	1	< 0.1%
119994	1	< 0.1%
119993	1	< 0.1%
119992	1	< 0.1%
119991	1	< 0.1%

HR
Real number (ℝ_≥0)

Distinct	276
Distinct (%)	0.7%
Missing	5
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	102.0500781

Minimum	37
Maximum	280
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	37
5-th percentile	73
Q1	89
median	100
Q3	114
95-th percentile	136
Maximum	280
Range	243
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	19.25764104
Coefficient of variation (CV)	0.1887077541
Kurtosis	0.5953510792
Mean	102.0500781
Median Absolute Deviation (MAD)	12
Skewness	0.4855828701
Sum	4115781.7
Variance	370.8567386
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90	1002	2.5%
96	923	2.3%
100	916	2.3%
88	872	2.2%
92	864	2.1%
102	845	2.1%
94	838	2.1%
104	835	2.1%
98	820	2.0%
106	778	1.9%
Other values (266)	31638	78.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
37	1	< 0.1%
42	1	< 0.1%
44	1	< 0.1%
45	2	< 0.1%
48	4	< 0.1%
49	2	< 0.1%
50	3	< 0.1%
51	4	< 0.1%
52	10	< 0.1%
53	4	< 0.1%

Value	Count	Frequency (%)
280	1	< 0.1%
223	1	< 0.1%
211	1	< 0.1%
210	1	< 0.1%
201	1	< 0.1%
200	1	< 0.1%
199	1	< 0.1%
194	1	< 0.1%
193	1	< 0.1%
192	2	< 0.1%

O2Sat
Real number (ℝ_≥0)

Distinct	41
Distinct (%)	0.1%
Missing	18
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	99.56572747

Minimum	27
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	27
5-th percentile	98
Q1	100
median	100
Q3	100
95-th percentile	100
Maximum	100
Range	73
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.188173968
Coefficient of variation (CV)	0.01193356387
Kurtosis	655.579467
Mean	99.56572747
Median Absolute Deviation (MAD)	0
Skewness	-15.52733286
Sum	4014291
Variance	1.411757378
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
100	30838	76.5%
99	4446	11.0%
98	2554	6.3%
97	1064	2.6%
96	386	1.0%
99.5	359	0.9%
98.5	212	0.5%
95	136	0.3%
97.5	112	0.3%
96.5	56	0.1%
Other values (31)	155	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27	1	< 0.1%
36	1	< 0.1%
65	2	< 0.1%
67	1	< 0.1%
71	3	< 0.1%
74	1	< 0.1%
76	1	< 0.1%
79	3	< 0.1%
80	1	< 0.1%
82	2	< 0.1%

Value	Count	Frequency (%)
100	30838	76.5%
99.5	359	0.9%
99	4446	11.0%
98.5	212	0.5%
98	2554	6.3%
97.5	112	0.3%
97	1064	2.6%
96.5	56	0.1%
96	386	1.0%
95.5	21	0.1%

Temp
Real number (ℝ_≥0)

Distinct	277
Distinct (%)	0.7%
Missing	284
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	37.48079646

Minimum	30.5
Maximum	50
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	30.5
5-th percentile	36.5
Q1	37
median	37.4
Q3	37.9
95-th percentile	38.78
Maximum	50
Range	19.5
Interquartile range (IQR)	0.9

Descriptive statistics

Standard deviation	0.7296040907
Coefficient of variation (CV)	0.01946607755
Kurtosis	5.766888317
Mean	37.48079646
Median Absolute Deviation (MAD)	0.46
Skewness	0.7000706456
Sum	1501180.86
Variance	0.5323221291
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37	2227	5.5%
37.5	1677	4.2%
37.2	1387	3.4%
36.8	1304	3.2%
37.1	1279	3.2%
38	1265	3.1%
37.4	1209	3.0%
37.6	1208	3.0%
37.3	1125	2.8%
36.9	1125	2.8%
Other values (267)	26246	65.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30.5	1	< 0.1%
32.6	2	< 0.1%
32.7	1	< 0.1%
32.8	1	< 0.1%
33.3	1	< 0.1%
33.44	1	< 0.1%
33.5	3	< 0.1%
33.6	2	< 0.1%
33.7	2	< 0.1%
34	2	< 0.1%

Value	Count	Frequency (%)
50	2	< 0.1%
42.22	1	< 0.1%
42.1	1	< 0.1%
41.8	1	< 0.1%
41.6	1	< 0.1%
41.5	1	< 0.1%
41.44	1	< 0.1%
41.4	2	< 0.1%
41.3	1	< 0.1%
41.25	1	< 0.1%

SBP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	473
Distinct (%)	1.2%
Missing	282
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	152.4966645

Minimum	35
Maximum	300
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	35
5-th percentile	116
Q1	135
median	150
Q3	168
95-th percentile	196.675
Maximum	300
Range	265
Interquartile range (IQR)	33

Descriptive statistics

Standard deviation	25.11122854
Coefficient of variation (CV)	0.1646673954
Kurtosis	0.8941900348
Mean	152.4966645
Median Absolute Deviation (MAD)	16
Skewness	0.5947822324
Sum	6108101.4
Variance	630.573799
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
140	727	1.8%
148	665	1.6%
142	646	1.6%
146	640	1.6%
144	636	1.6%
150	630	1.6%
136	625	1.5%
147	616	1.5%
141	612	1.5%
149	606	1.5%
Other values (463)	33651	83.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35	1	< 0.1%
66	2	< 0.1%
69.5	1	< 0.1%
70	1	< 0.1%
72	2	< 0.1%
74	2	< 0.1%
75	3	< 0.1%
75.5	1	< 0.1%
76	1	< 0.1%
77	1	< 0.1%

Value	Count	Frequency (%)
300	1	< 0.1%
299	1	< 0.1%
298	1	< 0.1%
296	3	< 0.1%
295	1	< 0.1%
294	1	< 0.1%
293	2	< 0.1%
292	2	< 0.1%
290	2	< 0.1%
287	1	< 0.1%

MAP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	682
Distinct (%)	1.7%
Missing	104
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	106.2896853

Minimum	22
Maximum	300
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	22
5-th percentile	80
Q1	92
median	102.5
Q3	116
95-th percentile	142
Maximum	300
Range	278
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	23.4312629
Coefficient of variation (CV)	0.2204471941
Kurtosis	14.65292827
Mean	106.2896853
Median Absolute Deviation (MAD)	11.5
Skewness	2.71961821
Sum	4276246.62
Variance	549.0240809
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
96	869	2.2%
98	856	2.1%
100	836	2.1%
94	822	2.0%
102	805	2.0%
97	797	2.0%
104	794	2.0%
105	767	1.9%
95	755	1.9%
106	747	1.9%
Other values (672)	32184	79.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22	1	< 0.1%
43.5	1	< 0.1%
49.67	1	< 0.1%
50	1	< 0.1%
52	1	< 0.1%
53	1	< 0.1%
54	2	< 0.1%
54.33	1	< 0.1%
55	4	< 0.1%
56	2	< 0.1%

Value	Count	Frequency (%)
300	5	< 0.1%
298	8	< 0.1%
297	2	< 0.1%
296	3	< 0.1%
295	5	< 0.1%
294	7	< 0.1%
293	3	< 0.1%
292	3	< 0.1%
291	4	< 0.1%
290	5	< 0.1%

DBP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	376
Distinct (%)	1.1%
Missing	7411
Missing (%)	18.4%
Infinite	0
Infinite (%)	0.0%
Mean	84.28588945

Minimum	29
Maximum	300
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	29
5-th percentile	60
Q1	71
median	81
Q3	93.5
95-th percentile	117
Maximum	300
Range	271
Interquartile range (IQR)	22.5

Descriptive statistics

Standard deviation	20.25804646
Coefficient of variation (CV)	0.2403492043
Kurtosis	16.41241679
Mean	84.28588945
Median Absolute Deviation (MAD)	11
Skewness	2.534419134
Sum	2775112.91
Variance	410.3884465
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
76	833	2.1%
80	831	2.1%
78	828	2.1%
72	808	2.0%
82	795	2.0%
74	770	1.9%
79	754	1.9%
77	748	1.9%
84	745	1.8%
73	723	1.8%
Other values (366)	25090	62.2%
(Missing)	7411	18.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
29	1	< 0.1%
31	1	< 0.1%
32	2	< 0.1%
32.75	1	< 0.1%
34	1	< 0.1%
36	3	< 0.1%
36.5	1	< 0.1%
38	2	< 0.1%
39	1	< 0.1%
40	2	< 0.1%

Value	Count	Frequency (%)
300	2	< 0.1%
298	2	< 0.1%
296	3	< 0.1%
293	2	< 0.1%
292	2	< 0.1%
291	1	< 0.1%
290	2	< 0.1%
287	2	< 0.1%
285	1	< 0.1%
284	1	< 0.1%

Resp
Real number (ℝ_≥0)

Distinct	177
Distinct (%)	0.4%
Missing	71
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	26.24052527

Minimum	1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	1
5-th percentile	18
Q1	22
median	25
Q3	29
95-th percentile	37
Maximum	100
Range	99
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	6.601624579
Coefficient of variation (CV)	0.2515812664
Kurtosis	16.26681439
Mean	26.24052527
Median Absolute Deviation (MAD)	3
Skewness	2.379602644
Sum	1056574.75
Variance	43.58144708
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24	3733	9.3%
22	3373	8.4%
25	2922	7.2%
26	2821	7.0%
28	2628	6.5%
20	2531	6.3%
23	2446	6.1%
27	2076	5.1%
30	1834	4.5%
21	1785	4.4%
Other values (167)	14116	35.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4	< 0.1%
1.5	1	< 0.1%
2	9	< 0.1%
3	6	< 0.1%
4	5	< 0.1%
4.5	1	< 0.1%
5	8	< 0.1%
6	5	< 0.1%
6.5	1	< 0.1%
7	3	< 0.1%

Value	Count	Frequency (%)
100	5	< 0.1%
99	7	< 0.1%
98	6	< 0.1%
97	5	< 0.1%
96.5	1	< 0.1%
96	4	< 0.1%
95	2	< 0.1%
94	3	< 0.1%
93	2	< 0.1%
92	1	< 0.1%

EtCO2
Real number (ℝ_≥0)

MISSING

Distinct	124
Distinct (%)	3.9%
Missing	37120
Missing (%)	92.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.2994403

Minimum	10
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	10
5-th percentile	22
Q1	33
median	38
Q3	43
95-th percentile	52
Maximum	100
Range	90
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	11.25899176
Coefficient of variation (CV)	0.2939727493
Kurtosis	9.750683958
Mean	38.2994403
Median Absolute Deviation (MAD)	5
Skewness	1.980621967
Sum	123171
Variance	126.7648955
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38	149	0.4%
41	147	0.4%
37	140	0.3%
36	139	0.3%
42	137	0.3%
40	135	0.3%
39	135	0.3%
35	130	0.3%
44	111	0.3%
34	106	0.3%
Other values (114)	1887	4.7%
(Missing)	37120	92.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	4	< 0.1%
10.5	5	< 0.1%
11	7	< 0.1%
12	6	< 0.1%
12.5	1	< 0.1%
13	4	< 0.1%
13.5	3	< 0.1%
14	5	< 0.1%
14.5	3	< 0.1%
15	4	< 0.1%

Value	Count	Frequency (%)
100	10	< 0.1%
99	4	< 0.1%
98	10	< 0.1%
97	9	< 0.1%
96	3	< 0.1%
95	2	< 0.1%
94	2	< 0.1%
93	2	< 0.1%
92	4	< 0.1%
86	1	< 0.1%

BaseExcess
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	234
Distinct (%)	1.8%
Missing	27126
Missing (%)	67.3%
Infinite	0
Infinite (%)	0.0%
Mean	1.327452687

Minimum	-25
Maximum	100
Zeros	3105
Zeros (%)	7.7%
Negative	3065
Negative (%)	7.6%
Memory size	315.2 KiB

Quantile statistics

Minimum	-25
5-th percentile	-4.555
Q1	0
median	1
Q3	3
95-th percentile	8
Maximum	100
Range	125
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	4.168013668
Coefficient of variation (CV)	3.139858548
Kurtosis	29.91375286
Mean	1.327452687
Median Absolute Deviation (MAD)	2
Skewness	1.548009292
Sum	17535.65
Variance	17.37233793
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3105	7.7%
1	1484	3.7%
2	1239	3.1%
3	1102	2.7%
-1	857	2.1%
4	848	2.1%
-2	601	1.5%
5	567	1.4%
6	437	1.1%
-3	415	1.0%
Other values (224)	2555	6.3%
(Missing)	27126	67.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-25	1	< 0.1%
-24	2	< 0.1%
-21.8	1	< 0.1%
-21	2	< 0.1%
-20	1	< 0.1%
-19	6	< 0.1%
-18.5	1	< 0.1%
-18.25	1	< 0.1%
-18	1	< 0.1%
-17	4	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
49.5	1	< 0.1%
44	1	< 0.1%
36	1	< 0.1%
28	1	< 0.1%
26	2	< 0.1%
25	2	< 0.1%
24	7	< 0.1%
23	2	< 0.1%
22	4	< 0.1%

HCO3
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	182
Distinct (%)	0.9%
Missing	20119
Missing (%)	49.9%
Infinite	0
Infinite (%)	0.0%
Mean	25.58826977

Minimum	5
Maximum	55
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	5
5-th percentile	19.88
Q1	23
median	25
Q3	28
95-th percentile	32
Maximum	55
Range	50
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.998433364
Coefficient of variation (CV)	0.1562604037
Kurtosis	2.948936497
Mean	25.58826977
Median Absolute Deviation (MAD)	2
Skewness	0.523808741
Sum	517318.05
Variance	15.98746936
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25	2518	6.2%
26	2359	5.8%
24	2205	5.5%
27	2093	5.2%
23	1843	4.6%
28	1570	3.9%
22	1235	3.1%
29	1189	2.9%
30	783	1.9%
21	765	1.9%
Other values (172)	3657	9.1%
(Missing)	20119	49.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	< 0.1%
6	1	< 0.1%
7	2	< 0.1%
7.7	1	< 0.1%
8	4	< 0.1%
9	5	< 0.1%
10	9	< 0.1%
11	9	< 0.1%
12	12	< 0.1%
13	23	0.1%

Value	Count	Frequency (%)
55	1	< 0.1%
52	1	< 0.1%
50	3	< 0.1%
49	4	< 0.1%
48	2	< 0.1%
47	4	< 0.1%
46	4	< 0.1%
45	9	< 0.1%
44	10	< 0.1%
43	13	< 0.1%

FiO2
Real number (ℝ_≥0)

MISSING
SKEWED

Distinct	87
Distinct (%)	0.5%
Missing	22527
Missing (%)	55.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.9168588916

Minimum	0
Maximum	4000
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.28
Q1	0.5
median	0.62
Q3	1
95-th percentile	1
Maximum	4000
Range	4000
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	29.96987452
Coefficient of variation (CV)	32.68755399
Kurtosis	17805.74031
Mean	0.9168588916
Median Absolute Deviation (MAD)	0.22
Skewness	133.4320486
Sum	16328.34
Variance	898.1933786
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	6549	16.2%
0.5	3591	8.9%
0.4	2233	5.5%
0.6	1106	2.7%
0.7	1087	2.7%
0.21	620	1.5%
0.8	536	1.3%
0.75	343	0.9%
0.35	281	0.7%
0.28	233	0.6%
Other values (77)	1230	3.0%
(Missing)	22527	55.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
0.02	2	< 0.1%
0.03	3	< 0.1%
0.04	6	< 0.1%
0.05	4	< 0.1%
0.06	4	< 0.1%
0.08	1	< 0.1%
0.11	1	< 0.1%
0.2	30	0.1%
0.21	620	1.5%

Value	Count	Frequency (%)
4000	1	< 0.1%
10	1	< 0.1%
7	1	< 0.1%
5.05	1	< 0.1%
2	14	< 0.1%
1.7	1	< 0.1%
1.4	1	< 0.1%
1.3	1	< 0.1%
1.2	3	< 0.1%
1	6549	16.2%

pH
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	82
Distinct (%)	0.4%
Missing	21401
Missing (%)	53.1%
Infinite	0
Infinite (%)	0.0%
Mean	7.42099023

Minimum	6.63
Maximum	7.93
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	6.63
5-th percentile	7.31
Q1	7.38
median	7.42
Q3	7.46
95-th percentile	7.52
Maximum	7.93
Range	1.3
Interquartile range (IQR)	0.08

Descriptive statistics

Standard deviation	0.06698447184
Coefficient of variation (CV)	0.009026352247
Kurtosis	5.226422783
Mean	7.42099023
Median Absolute Deviation (MAD)	0.04
Skewness	-0.7051845152
Sum	140516.45
Variance	0.004486919467
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.42	1384	3.4%
7.44	1286	3.2%
7.4	1233	3.1%
7.43	1212	3.0%
7.45	1178	2.9%
7.41	1162	2.9%
7.46	1076	2.7%
7.39	1052	2.6%
7.38	973	2.4%
7.47	867	2.1%
Other values (72)	7512	18.6%
(Missing)	21401	53.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.63	1	< 0.1%
6.65	1	< 0.1%
6.81	1	< 0.1%
6.85	1	< 0.1%
6.87	1	< 0.1%
6.94	1	< 0.1%
6.98	3	< 0.1%
7	2	< 0.1%
7.01	1	< 0.1%
7.02	1	< 0.1%

Value	Count	Frequency (%)
7.93	1	< 0.1%
7.8	1	< 0.1%
7.78	1	< 0.1%
7.73	1	< 0.1%
7.72	1	< 0.1%
7.71	2	< 0.1%
7.69	3	< 0.1%
7.68	2	< 0.1%
7.67	1	< 0.1%
7.66	3	< 0.1%

PaCO2
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	438
Distinct (%)	2.4%
Missing	21980
Missing (%)	54.5%
Infinite	0
Infinite (%)	0.0%
Mean	45.42690673

Minimum	10
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	10
5-th percentile	32
Q1	39
median	44
Q3	50
95-th percentile	65
Maximum	100
Range	90
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	10.67434797
Coefficient of variation (CV)	0.2349785344
Kurtosis	4.613701794
Mean	45.42690673
Median Absolute Deviation (MAD)	5
Skewness	1.552377159
Sum	833856.3
Variance	113.9417045
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42	928	2.3%
46	891	2.2%
44	890	2.2%
40	857	2.1%
43	845	2.1%
45	775	1.9%
41	753	1.9%
47	739	1.8%
48	706	1.8%
39	668	1.7%
Other values (428)	10304	25.5%
(Missing)	21980	54.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	1	< 0.1%
12	1	< 0.1%
15	3	< 0.1%
15.3	1	< 0.1%
16	4	< 0.1%
16.7	1	< 0.1%
17	3	< 0.1%
18	4	< 0.1%
18.8	1	< 0.1%
19	4	< 0.1%

Value	Count	Frequency (%)
100	16	< 0.1%
99	10	< 0.1%
98	10	< 0.1%
97.5	1	< 0.1%
97	15	< 0.1%
96	6	< 0.1%
95.5	1	< 0.1%
95	6	< 0.1%
94.5	1	< 0.1%
94	16	< 0.1%

SaO2
Real number (ℝ_≥0)

MISSING

Distinct	239
Distinct (%)	1.8%
Missing	27248
Missing (%)	67.6%
Infinite	0
Infinite (%)	0.0%
Mean	96.38000076

Minimum	30
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	30
5-th percentile	85
Q1	97
median	98
Q3	99
95-th percentile	99.6
Maximum	100
Range	70
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	6.167312673
Coefficient of variation (CV)	0.06398954787
Kurtosis	21.94861322
Mean	96.38000076
Median Absolute Deviation (MAD)	1
Skewness	-4.365916959
Sum	1261421.45
Variance	38.0357456
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98	3215	8.0%
99	2103	5.2%
97	1145	2.8%
96	474	1.2%
95	217	0.5%
99.4	203	0.5%
99.2	196	0.5%
99.5	187	0.5%
99.6	180	0.4%
100	166	0.4%
Other values (229)	5002	12.4%
(Missing)	27248	67.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30	2	< 0.1%
34	1	< 0.1%
40	2	< 0.1%
42	1	< 0.1%
43	1	< 0.1%
44	1	< 0.1%
46	1	< 0.1%
49	5	< 0.1%
50	2	< 0.1%
50.3	1	< 0.1%

Value	Count	Frequency (%)
100	166	0.4%
99.9	72	0.2%
99.85	1	< 0.1%
99.8	132	0.3%
99.75	3	< 0.1%
99.7	160	0.4%
99.6	180	0.4%
99.55	2	< 0.1%
99.5	187	0.5%
99.45	1	< 0.1%

AST
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	1171
Distinct (%)	8.2%
Missing	25979
Missing (%)	64.4%
Infinite	0
Infinite (%)	0.0%
Mean	182.1310511

Minimum	3
Maximum	9961
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	3
5-th percentile	13
Q1	21
median	34
Q3	74
95-th percentile	556.4
Maximum	9961
Range	9958
Interquartile range (IQR)	53

Descriptive statistics

Standard deviation	747.9426097
Coefficient of variation (CV)	4.106617764
Kurtosis	84.87751513
Mean	182.1310511
Median Absolute Deviation (MAD)	17
Skewness	8.618776811
Sum	2614855.5
Variance	559418.1473
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19	418	1.0%
17	414	1.0%
18	410	1.0%
21	409	1.0%
20	405	1.0%
22	386	1.0%
16	381	0.9%
24	355	0.9%
23	347	0.9%
15	325	0.8%
Other values (1161)	10507	26.0%
(Missing)	25979	64.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	2	< 0.1%
4	1	< 0.1%
5	3	< 0.1%
6	10	< 0.1%
7	14	< 0.1%
8	24	0.1%
9	50	0.1%
9.5	1	< 0.1%
10	96	0.2%
11	153	0.4%

Value	Count	Frequency (%)
9961	1	< 0.1%
9890	1	< 0.1%
9840	1	< 0.1%
9747	1	< 0.1%
9730	1	< 0.1%
9710	1	< 0.1%
9640	1	< 0.1%
9602	1	< 0.1%
9582	1	< 0.1%
9520	1	< 0.1%

BUN
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	223
Distinct (%)	0.6%
Missing	2018
Missing (%)	5.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.40460097

Minimum	1
Maximum	268
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	1
5-th percentile	7
Q1	13
median	18
Q3	28
95-th percentile	65
Maximum	268
Range	267
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	20.13454206
Coefficient of variation (CV)	0.8250305785
Kurtosis	11.46057572
Mean	24.40460097
Median Absolute Deviation (MAD)	7
Skewness	2.75823894
Sum	935135.5
Variance	405.3997839
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	1916	4.8%
13	1864	4.6%
15	1853	4.6%
12	1782	4.4%
11	1677	4.2%
16	1674	4.2%
17	1646	4.1%
10	1563	3.9%
18	1438	3.6%
19	1333	3.3%
Other values (213)	21572	53.5%
(Missing)	2018	5.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	6	< 0.1%
2	29	0.1%
3	106	0.3%
4	219	0.5%
4.5	2	< 0.1%
5	368	0.9%
5.5	2	< 0.1%
6	614	1.5%
6.5	1	< 0.1%
7	835	2.1%

Value	Count	Frequency (%)
268	1	< 0.1%
266	1	< 0.1%
252	1	< 0.1%
235	1	< 0.1%
232	1	< 0.1%
227	1	< 0.1%
211	1	< 0.1%
205	1	< 0.1%
202	1	< 0.1%
201	2	< 0.1%

Alkalinephos
Real number (ℝ_≥0)

MISSING

Distinct	620
Distinct (%)	4.4%
Missing	26163
Missing (%)	64.9%
Infinite	0
Infinite (%)	0.0%
Mean	100.9139208

Minimum	7
Maximum	3833
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	7
5-th percentile	37
Q1	55
median	74
Q3	106
95-th percentile	246
Maximum	3833
Range	3826
Interquartile range (IQR)	51

Descriptive statistics

Standard deviation	112.1681344
Coefficient of variation (CV)	1.111522905
Kurtosis	167.928556
Mean	100.9139208
Median Absolute Deviation (MAD)	23
Skewness	9.237644337
Sum	1430253
Variance	12581.69037
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55	225	0.6%
66	210	0.5%
53	209	0.5%
58	207	0.5%
59	202	0.5%
60	202	0.5%
69	200	0.5%
54	198	0.5%
49	196	0.5%
61	196	0.5%
Other values (610)	12128	30.1%
(Missing)	26163	64.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	< 0.1%
11	2	< 0.1%
12	1	< 0.1%
13	1	< 0.1%
14	1	< 0.1%
15	2	< 0.1%
16	2	< 0.1%
17	1	< 0.1%
18	5	< 0.1%
19	5	< 0.1%

Value	Count	Frequency (%)
3833	1	< 0.1%
2528	1	< 0.1%
2440	1	< 0.1%
2190	1	< 0.1%
2121	1	< 0.1%
1799	1	< 0.1%
1669	1	< 0.1%
1650	2	< 0.1%
1546	1	< 0.1%
1501	1	< 0.1%

Calcium
Real number (ℝ_≥0)

MISSING

Distinct	258
Distinct (%)	0.7%
Missing	5339
Missing (%)	13.2%
Infinite	0
Infinite (%)	0.0%
Mean	8.618354716

Minimum	1.07
Maximum	27.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	1.07
5-th percentile	7.5
Q1	8.1
median	8.6
Q3	9
95-th percentile	9.7
Maximum	27.9
Range	26.83
Interquartile range (IQR)	0.9

Descriptive statistics

Standard deviation	1.05697304
Coefficient of variation (CV)	0.1226420906
Kurtosis	47.53124967
Mean	8.618354716
Median Absolute Deviation (MAD)	0.4
Skewness	4.19037443
Sum	301616.56
Variance	1.117192007
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.5	2315	5.7%
8.6	2250	5.6%
8.3	2162	5.4%
8.4	2118	5.3%
8.7	2110	5.2%
8.8	2032	5.0%
8.2	1929	4.8%
8.9	1855	4.6%
8.1	1726	4.3%
9	1691	4.2%
Other values (248)	14809	36.7%
(Missing)	5339	13.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.07	2	< 0.1%
1.08	3	< 0.1%
1.09	1	< 0.1%
1.1	2	< 0.1%
1.11	2	< 0.1%
1.12	1	< 0.1%
1.13	2	< 0.1%
1.14	1	< 0.1%
1.16	1	< 0.1%
1.17	2	< 0.1%

Value	Count	Frequency (%)
27.9	1	< 0.1%
27	1	< 0.1%
25.2	1	< 0.1%
24.9	1	< 0.1%
23.7	1	< 0.1%
22.6	1	< 0.1%
22.2	2	< 0.1%
22	1	< 0.1%
21.5	1	< 0.1%
21.2	1	< 0.1%

Chloride
Real number (ℝ_≥0)

MISSING

Distinct	75
Distinct (%)	0.4%
Missing	18925
Missing (%)	46.9%
Infinite	0
Infinite (%)	0.0%
Mean	107.168348

Minimum	73
Maximum	145
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	73
5-th percentile	98
Q1	104
median	107
Q3	111
95-th percentile	116
Maximum	145
Range	72
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.597582131
Coefficient of variation (CV)	0.05223167318
Kurtosis	1.843355987
Mean	107.168348
Median Absolute Deviation (MAD)	3
Skewness	0.0271233168
Sum	2294581.5
Variance	31.33292571
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
108	1746	4.3%
107	1726	4.3%
109	1636	4.1%
106	1621	4.0%
110	1502	3.7%
105	1449	3.6%
104	1280	3.2%
111	1256	3.1%
103	1081	2.7%
112	1025	2.5%
Other values (65)	7089	17.6%
(Missing)	18925	46.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
73	1	< 0.1%
74	2	< 0.1%
80	2	< 0.1%
81	1	< 0.1%
82	2	< 0.1%
83	4	< 0.1%
84	1	< 0.1%
85	3	< 0.1%
86	8	< 0.1%
87	11	< 0.1%

Value	Count	Frequency (%)
145	1	< 0.1%
141	1	< 0.1%
140	2	< 0.1%
139	4	< 0.1%
137	6	< 0.1%
135	4	< 0.1%
134	1	< 0.1%
133	1	< 0.1%
132	5	< 0.1%
131	8	< 0.1%

Creatinine
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	1208
Distinct (%)	3.2%
Missing	2049
Missing (%)	5.1%
Infinite	0
Infinite (%)	0.0%
Mean	1.559971792

Minimum	0.1
Maximum	46.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.5
Q1	0.74
median	0.98
Q3	1.4
95-th percentile	5.3
Maximum	46.6
Range	46.5
Interquartile range (IQR)	0.66

Descriptive statistics

Standard deviation	1.996858622
Coefficient of variation (CV)	1.280060724
Kurtosis	37.90325903
Mean	1.559971792
Median Absolute Deviation (MAD)	0.28
Skewness	4.94411808
Sum	59726.64
Variance	3.987444355
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8	2739	6.8%
0.7	2558	6.3%
0.9	2372	5.9%
1	1932	4.8%
0.6	1884	4.7%
1.1	1440	3.6%
0.5	1065	2.6%
1.2	1011	2.5%
1.3	837	2.1%
1.4	610	1.5%
Other values (1198)	21839	54.1%
(Missing)	2049	5.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	4	< 0.1%
0.2	21	0.1%
0.22	1	< 0.1%
0.24	1	< 0.1%
0.26	1	< 0.1%
0.27	2	< 0.1%
0.28	1	< 0.1%
0.29	1	< 0.1%
0.3	117	0.3%
0.31	5	< 0.1%

Value	Count	Frequency (%)
46.6	1	< 0.1%
41.9	1	< 0.1%
29.86	1	< 0.1%
29.2	1	< 0.1%
29.1	1	< 0.1%
25	4	< 0.1%
24.99	1	< 0.1%
24.03	1	< 0.1%
24	1	< 0.1%
23.83	1	< 0.1%

Bilirubin_direct
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	229
Distinct (%)	11.1%
Missing	38279
Missing (%)	94.9%
Infinite	0
Infinite (%)	0.0%
Mean	1.376305299

Minimum	0.01
Maximum	37.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.1
Q1	0.1
median	0.3
Q3	1
95-th percentile	6.2
Maximum	37.5
Range	37.49
Interquartile range (IQR)	0.9

Descriptive statistics

Standard deviation	3.284154603
Coefficient of variation (CV)	2.386210825
Kurtosis	34.26925858
Mean	1.376305299
Median Absolute Deviation (MAD)	0.2
Skewness	5.195248659
Sum	2831.06
Variance	10.78567146
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	472	1.2%
0.2	328	0.8%
0.3	159	0.4%
0.4	124	0.3%
0.5	64	0.2%
0.6	59	0.1%
0.7	38	0.1%
1	38	0.1%
0.8	35	0.1%
1.1	33	0.1%
Other values (219)	707	1.8%
(Missing)	38279	94.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	5	< 0.1%
0.02	4	< 0.1%
0.03	5	< 0.1%
0.04	4	< 0.1%
0.05	4	< 0.1%
0.06	6	< 0.1%
0.07	7	< 0.1%
0.08	4	< 0.1%
0.09	10	< 0.1%
0.1	472	1.2%

Value	Count	Frequency (%)
37.5	1	< 0.1%
35	1	< 0.1%
30	2	< 0.1%
29.1	1	< 0.1%
28	1	< 0.1%
26.4	1	< 0.1%
23.62	1	< 0.1%
22.2	1	< 0.1%
21.6	1	< 0.1%
21.2	1	< 0.1%

Glucose
Real number (ℝ_≥0)

MISSING

Distinct	881
Distinct (%)	2.3%
Missing	1580
Missing (%)	3.9%
Infinite	0
Infinite (%)	0.0%
Mean	167.0247082

Minimum	19
Maximum	988
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	19
5-th percentile	93
Q1	122
median	150
Q3	189
95-th percentile	299
Maximum	988
Range	969
Interquartile range (IQR)	67

Descriptive statistics

Standard deviation	71.84067005
Coefficient of variation (CV)	0.4301200154
Kurtosis	14.06054082
Mean	167.0247082
Median Absolute Deviation (MAD)	32
Skewness	2.728662747
Sum	6473209.59
Variance	5161.081873
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
136	363	0.9%
133	359	0.9%
146	358	0.9%
147	356	0.9%
150	351	0.9%
142	351	0.9%
134	351	0.9%
149	349	0.9%
129	348	0.9%
140	344	0.9%
Other values (871)	35226	87.3%
(Missing)	1580	3.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	1	< 0.1%
31	1	< 0.1%
38	2	< 0.1%
40	1	< 0.1%
41	1	< 0.1%
42	1	< 0.1%
44	1	< 0.1%
46	1	< 0.1%
47	1	< 0.1%
48	1	< 0.1%

Value	Count	Frequency (%)
988	1	< 0.1%
960	1	< 0.1%
952	1	< 0.1%
934	1	< 0.1%
924	1	< 0.1%
914	1	< 0.1%
913	1	< 0.1%
912	1	< 0.1%
907	1	< 0.1%
896	1	< 0.1%

Lactate
Real number (ℝ_≥0)

MISSING

Distinct	967
Distinct (%)	7.7%
Missing	27843
Missing (%)	69.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.715240535

Minimum	0.3
Maximum	31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0.3
5-th percentile	0.86
Q1	1.3
median	1.9
Q3	3.1
95-th percentile	7.3
Maximum	31
Range	30.7
Interquartile range (IQR)	1.8

Descriptive statistics

Standard deviation	2.507642069
Coefficient of variation (CV)	0.9235432505
Kurtosis	17.88123839
Mean	2.715240535
Median Absolute Deviation (MAD)	0.7
Skewness	3.506374416
Sum	33921.5
Variance	6.288268748
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.3	415	1.0%
1.4	404	1.0%
1.2	394	1.0%
1	379	0.9%
1.6	364	0.9%
1.5	349	0.9%
1.1	337	0.8%
1.7	325	0.8%
1.8	311	0.8%
0.9	299	0.7%
Other values (957)	8916	22.1%
(Missing)	27843	69.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3	2	< 0.1%
0.37	1	< 0.1%
0.4	5	< 0.1%
0.5	22	0.1%
0.54	1	< 0.1%
0.55	2	< 0.1%
0.56	2	< 0.1%
0.57	4	< 0.1%
0.59	1	< 0.1%
0.6	62	0.2%

Value	Count	Frequency (%)
31	1	< 0.1%
28.9	1	< 0.1%
28.8	1	< 0.1%
27	1	< 0.1%
25.9	1	< 0.1%
24.6	1	< 0.1%
24.5	1	< 0.1%
24	1	< 0.1%
23.5	1	< 0.1%
23.3	1	< 0.1%

Magnesium
Real number (ℝ_≥0)

MISSING

Distinct	81
Distinct (%)	0.2%
Missing	4931
Missing (%)	12.2%
Infinite	0
Infinite (%)	0.0%
Mean	2.165394718

Minimum	0.5
Maximum	9.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0.5
5-th percentile	1.6
Q1	1.9
median	2.1
Q3	2.3
95-th percentile	2.8
Maximum	9.8
Range	9.3
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.4169453159
Coefficient of variation (CV)	0.1925493363
Kurtosis	30.82881911
Mean	2.165394718
Median Absolute Deviation (MAD)	0.2
Skewness	2.977083463
Sum	76665.8
Variance	0.1738433965
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.1	4745	11.8%
2	4664	11.6%
2.2	4211	10.4%
1.9	3569	8.8%
2.3	3360	8.3%
1.8	2615	6.5%
2.4	2499	6.2%
2.5	1820	4.5%
1.7	1649	4.1%
2.6	1246	3.1%
Other values (71)	5027	12.5%
(Missing)	4931	12.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5	1	< 0.1%
0.7	1	< 0.1%
0.8	1	< 0.1%
0.9	4	< 0.1%
1	13	< 0.1%
1.1	28	0.1%
1.2	58	0.1%
1.3	138	0.3%
1.4	248	0.6%
1.45	1	< 0.1%

Value	Count	Frequency (%)
9.8	1	< 0.1%
9.7	1	< 0.1%
9.6	1	< 0.1%
9.3	1	< 0.1%
8.9	2	< 0.1%
8.3	1	< 0.1%
8.2	1	< 0.1%
8.1	1	< 0.1%
7.9	1	< 0.1%
7.6	2	< 0.1%

Phosphate
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	162
Distinct (%)	0.6%
Missing	12015
Missing (%)	29.8%
Infinite	0
Infinite (%)	0.0%
Mean	3.877382508

Minimum	0.5
Maximum	18.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0.5
5-th percentile	2.2
Q1	3
median	3.6
Q3	4.4
95-th percentile	6.4
Maximum	18.8
Range	18.3
Interquartile range (IQR)	1.4

Descriptive statistics

Standard deviation	1.369775641
Coefficient of variation (CV)	0.3532732811
Kurtosis	7.861905702
Mean	3.877382508
Median Absolute Deviation (MAD)	0.7
Skewness	1.977700817
Sum	109811.35
Variance	1.876285306
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.4	1254	3.1%
3.5	1207	3.0%
3.3	1193	3.0%
3.6	1191	3.0%
3.2	1184	2.9%
3.7	1147	2.8%
3.8	1104	2.7%
3.1	1101	2.7%
3.9	1069	2.7%
2.9	978	2.4%
Other values (152)	16893	41.9%
(Missing)	12015	29.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5	1	< 0.1%
0.6	3	< 0.1%
0.7	3	< 0.1%
0.8	8	< 0.1%
0.9	4	< 0.1%
1	17	< 0.1%
1.1	11	< 0.1%
1.2	28	0.1%
1.3	34	0.1%
1.4	36	0.1%

Value	Count	Frequency (%)
18.8	1	< 0.1%
17.6	1	< 0.1%
16.9	1	< 0.1%
16.5	1	< 0.1%
16.4	1	< 0.1%
15.6	1	< 0.1%
15.5	1	< 0.1%
14.5	1	< 0.1%
14.2	2	< 0.1%
14.1	1	< 0.1%

Potassium
Real number (ℝ_≥0)

MISSING

Distinct	289
Distinct (%)	0.8%
Missing	1867
Missing (%)	4.6%
Infinite	0
Infinite (%)	0.0%
Mean	4.405983519

Minimum	2.2
Maximum	27.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	2.2
5-th percentile	3.5
Q1	4
median	4.3
Q3	4.7
95-th percentile	5.6
Maximum	27.5
Range	25.3
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	0.7254265008
Coefficient of variation (CV)	0.164645759
Kurtosis	37.05333504
Mean	4.405983519
Median Absolute Deviation (MAD)	0.4
Skewness	2.892950432
Sum	169493.78
Variance	0.526243608
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.2	2973	7.4%
4.1	2943	7.3%
4	2900	7.2%
4.3	2816	7.0%
4.4	2579	6.4%
3.9	2348	5.8%
4.5	2262	5.6%
4.6	1984	4.9%
3.8	1982	4.9%
4.7	1686	4.2%
Other values (279)	13996	34.7%
(Missing)	1867	4.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.2	1	< 0.1%
2.3	1	< 0.1%
2.4	1	< 0.1%
2.5	4	< 0.1%
2.6	5	< 0.1%
2.7	9	< 0.1%
2.8	18	< 0.1%
2.9	22	0.1%
3	77	0.2%
3.1	135	0.3%

Value	Count	Frequency (%)
27.5	1	< 0.1%
15.8	1	< 0.1%
13	1	< 0.1%
11.8	1	< 0.1%
11.5	2	< 0.1%
10.8	2	< 0.1%
10.75	1	< 0.1%
10.6	3	< 0.1%
10.4	2	< 0.1%
10.2	1	< 0.1%

Bilirubin_total
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	295
Distinct (%)	2.1%
Missing	26088
Missing (%)	64.7%
Infinite	0
Infinite (%)	0.0%
Mean	1.608660865

Minimum	0.1
Maximum	49.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.3
Q1	0.5
median	0.8
Q3	1.3
95-th percentile	5
Maximum	49.6
Range	49.5
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	3.393138912
Coefficient of variation (CV)	2.109294126
Kurtosis	65.09604917
Mean	1.608660865
Median Absolute Deviation (MAD)	0.3
Skewness	7.156927749
Sum	22920.2
Variance	11.51339168
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	1374	3.4%
0.6	1308	3.2%
0.7	1243	3.1%
0.4	1224	3.0%
0.8	1046	2.6%
0.3	925	2.3%
0.9	873	2.2%
1	717	1.8%
1.1	566	1.4%
1.2	475	1.2%
Other values (285)	4497	11.1%
(Missing)	26088	64.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	89	0.2%
0.15	1	< 0.1%
0.2	472	1.2%
0.25	1	< 0.1%
0.3	925	2.3%
0.35	2	< 0.1%
0.4	1224	3.0%
0.45	1	< 0.1%
0.5	1374	3.4%
0.55	1	< 0.1%

Value	Count	Frequency (%)
49.6	2	< 0.1%
49.2	1	< 0.1%
46.6	1	< 0.1%
46.5	1	< 0.1%
45.9	1	< 0.1%
45.3	1	< 0.1%
44.6	1	< 0.1%
44.3	1	< 0.1%
44.1	1	< 0.1%
43.7	1	< 0.1%

TroponinI
Real number (ℝ_≥0)

MISSING

Distinct	1281
Distinct (%)	18.2%
Missing	33283
Missing (%)	82.5%
Infinite	0
Infinite (%)	0.0%
Mean	6.930250957

Minimum	0.01
Maximum	440
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.01
Q1	0.03
median	0.11
Q3	1.56
95-th percentile	40
Maximum	440
Range	439.99
Interquartile range (IQR)	1.53

Descriptive statistics

Standard deviation	24.90949965
Coefficient of variation (CV)	3.594314233
Kurtosis	74.54411229
Mean	6.930250957
Median Absolute Deviation (MAD)	0.1
Skewness	7.351661376
Sum	48879.06
Variance	620.483173
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	1209	3.0%
0.03	818	2.0%
0.02	346	0.9%
0.04	273	0.7%
0.05	187	0.5%
0.06	167	0.4%
0.07	163	0.4%
0.08	115	0.3%
0.1	109	0.3%
0.09	99	0.2%
Other values (1271)	3567	8.8%
(Missing)	33283	82.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	1209	3.0%
0.02	346	0.9%
0.03	818	2.0%
0.04	273	0.7%
0.05	187	0.5%
0.06	167	0.4%
0.07	163	0.4%
0.08	115	0.3%
0.09	99	0.2%
0.1	109	0.3%

Value	Count	Frequency (%)
440	2	< 0.1%
394.03	1	< 0.1%
381.6	1	< 0.1%
325.31	1	< 0.1%
271.6	1	< 0.1%
243.81	1	< 0.1%
235.88	1	< 0.1%
226.78	1	< 0.1%
200	34	0.1%
199.41	1	< 0.1%

Hct
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	482
Distinct (%)	1.3%
Missing	2317
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	33.70793971

Minimum	9.3
Maximum	71.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	9.3
5-th percentile	25.5
Q1	29.9
median	33.3
Q3	37.2
95-th percentile	43
Maximum	71.7
Range	62.4
Interquartile range (IQR)	7.3

Descriptive statistics

Standard deviation	5.384528664
Coefficient of variation (CV)	0.1597406638
Kurtosis	0.4701462806
Mean	33.70793971
Median Absolute Deviation (MAD)	3.6
Skewness	0.4199393542
Sum	1281542.16
Variance	28.99314893
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32	479	1.2%
34	453	1.1%
33	425	1.1%
35	417	1.0%
31	370	0.9%
36	360	0.9%
30	344	0.9%
37	328	0.8%
29	323	0.8%
38	313	0.8%
Other values (472)	34207	84.8%
(Missing)	2317	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.3	1	< 0.1%
11	1	< 0.1%
12.5	1	< 0.1%
13.3	1	< 0.1%
14.4	1	< 0.1%
14.6	1	< 0.1%
15.5	1	< 0.1%
15.8	1	< 0.1%
16	1	< 0.1%
16.7	1	< 0.1%

Value	Count	Frequency (%)
71.7	1	< 0.1%
70.2	1	< 0.1%
65	3	< 0.1%
64.6	1	< 0.1%
62	1	< 0.1%
61.8	1	< 0.1%
61.7	1	< 0.1%
61.2	1	< 0.1%
61	1	< 0.1%
60.5	1	< 0.1%

Hgb
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	244
Distinct (%)	0.6%
Missing	2448
Missing (%)	6.1%
Infinite	0
Infinite (%)	0.0%
Mean	11.2325739

Minimum	2.6
Maximum	32
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	2.6
5-th percentile	8.3
Q1	9.9
median	11.1
Q3	12.4
95-th percentile	14.6
Maximum	32
Range	29.4
Interquartile range (IQR)	2.5

Descriptive statistics

Standard deviation	1.94150433
Coefficient of variation (CV)	0.1728458986
Kurtosis	1.573853687
Mean	11.2325739
Median Absolute Deviation (MAD)	1.3
Skewness	0.5845671924
Sum	425579.76
Variance	3.769439063
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11	825	2.0%
10.7	821	2.0%
11.3	821	2.0%
10.5	814	2.0%
10.9	811	2.0%
11.2	800	2.0%
10.8	797	2.0%
10.6	775	1.9%
10.2	768	1.9%
10.3	763	1.9%
Other values (234)	29893	74.1%
(Missing)	2448	6.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.6	1	< 0.1%
3.5	1	< 0.1%
4	1	< 0.1%
4.3	1	< 0.1%
4.4	1	< 0.1%
4.5	1	< 0.1%
4.8	1	< 0.1%
4.9	1	< 0.1%
5.1	1	< 0.1%
5.4	1	< 0.1%

Value	Count	Frequency (%)
32	1	< 0.1%
30	1	< 0.1%
26.6	1	< 0.1%
25	1	< 0.1%
24.8	2	< 0.1%
24	1	< 0.1%
23.8	2	< 0.1%
23.6	3	< 0.1%
23.4	1	< 0.1%
23.2	1	< 0.1%

PTT
Real number (ℝ_≥0)

MISSING

Distinct	1270
Distinct (%)	6.3%
Missing	20098
Missing (%)	49.8%
Infinite	0
Infinite (%)	0.0%
Mean	43.12384919

Minimum	17.1
Maximum	250
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	17.1
5-th percentile	23.6
Q1	27.8
median	32.3
Q3	42.3
95-th percentile	115.23
Maximum	250
Range	232.9
Interquartile range (IQR)	14.5

Descriptive statistics

Standard deviation	30.99027221
Coefficient of variation (CV)	0.7186341849
Kurtosis	12.23758064
Mean	43.12384919
Median Absolute Deviation (MAD)	5.7
Skewness	3.202111502
Sum	872740.46
Variance	960.396972
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
150	511	1.3%
27.7	140	0.3%
28.6	139	0.3%
28.8	139	0.3%
28.1	136	0.3%
28.9	134	0.3%
29.3	131	0.3%
29.8	128	0.3%
27.6	128	0.3%
28.5	128	0.3%
Other values (1260)	18524	45.9%
(Missing)	20098	49.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17.1	1	< 0.1%
17.2	1	< 0.1%
17.3	1	< 0.1%
18.1	1	< 0.1%
18.2	1	< 0.1%
18.4	2	< 0.1%
18.5	3	< 0.1%
18.6	1	< 0.1%
18.7	4	< 0.1%
18.8	3	< 0.1%

Value	Count	Frequency (%)
250	10	< 0.1%
249.9	13	< 0.1%
249	56	0.1%
248.7	1	< 0.1%
248	1	< 0.1%
247.5	1	< 0.1%
247	2	< 0.1%
246.8	1	< 0.1%
238.1	1	< 0.1%
237.5	1	< 0.1%

WBC
Real number (ℝ_≥0)

MISSING

Distinct	645
Distinct (%)	1.7%
Missing	2625
Missing (%)	6.5%
Infinite	0
Infinite (%)	0.0%
Mean	12.36481663

Minimum	0.1
Maximum	440
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0.1
5-th percentile	5
Q1	8.2
median	11.2
Q3	14.9
95-th percentile	22.9
Maximum	440
Range	439.9
Interquartile range (IQR)	6.7

Descriptive statistics

Standard deviation	8.174087274
Coefficient of variation (CV)	0.6610763036
Kurtosis	586.990463
Mean	12.36481663
Median Absolute Deviation (MAD)	3.3
Skewness	15.37822832
Sum	466289.6
Variance	66.81570276
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.6	358	0.9%
9.8	354	0.9%
10	353	0.9%
8.6	352	0.9%
10.2	350	0.9%
10.4	348	0.9%
11.8	341	0.8%
8.8	341	0.8%
9.4	336	0.8%
8.2	335	0.8%
Other values (635)	34243	84.9%
(Missing)	2625	6.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	15	< 0.1%
0.2	13	< 0.1%
0.3	9	< 0.1%
0.4	7	< 0.1%
0.5	4	< 0.1%
0.6	6	< 0.1%
0.7	4	< 0.1%
0.8	4	< 0.1%
0.9	4	< 0.1%
1	2	< 0.1%

Value	Count	Frequency (%)
440	1	< 0.1%
422.9	1	< 0.1%
387	1	< 0.1%
251	1	< 0.1%
224.9	1	< 0.1%
222.8	1	< 0.1%
215.3	1	< 0.1%
199.2	1	< 0.1%
182.6	1	< 0.1%
170.3	1	< 0.1%

Fibrinogen
Real number (ℝ_≥0)

MISSING

Distinct	718
Distinct (%)	15.9%
Missing	35821
Missing (%)	88.8%
Infinite	0
Infinite (%)	0.0%
Mean	327.1100997

Minimum	35
Maximum	1760
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	35
5-th percentile	138
Q1	209.5
median	286
Q3	399
95-th percentile	666
Maximum	1760
Range	1725
Interquartile range (IQR)	189.5

Descriptive statistics

Standard deviation	167.059262
Coefficient of variation (CV)	0.5107126384
Kurtosis	3.412291245
Mean	327.1100997
Median Absolute Deviation (MAD)	88
Skewness	1.48367579
Sum	1476902.1
Variance	27908.79704
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
217	32	0.1%
214	26	0.1%
280	25	0.1%
215	24	0.1%
208	24	0.1%
200	24	0.1%
185	23	0.1%
236	22	0.1%
233	22	0.1%
203	22	0.1%
Other values (708)	4271	10.6%
(Missing)	35821	88.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35	1	< 0.1%
52.5	1	< 0.1%
58	2	< 0.1%
61	2	< 0.1%
62	1	< 0.1%
63	1	< 0.1%
65	2	< 0.1%
70	1	< 0.1%
71	1	< 0.1%
76	3	< 0.1%

Value	Count	Frequency (%)
1760	1	< 0.1%
1383	1	< 0.1%
1246	1	< 0.1%
1179	1	< 0.1%
1161	1	< 0.1%
1076	1	< 0.1%
1030	2	< 0.1%
1000	8	< 0.1%
994	1	< 0.1%
979	1	< 0.1%

Platelets
Real number (ℝ_≥0)

MISSING

Distinct	829
Distinct (%)	2.2%
Missing	2577
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	221.3656612

Minimum	4
Maximum	2322
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	4
5-th percentile	93
Q1	154
median	204
Q3	268
95-th percentile	406
Maximum	2322
Range	2318
Interquartile range (IQR)	114

Descriptive statistics

Standard deviation	104.945989
Coefficient of variation (CV)	0.47408432
Kurtosis	13.53349084
Mean	221.3656612
Median Absolute Deviation (MAD)	56
Skewness	2.100815259
Sum	8358546
Variance	11013.6606
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
167	225	0.6%
187	207	0.5%
188	205	0.5%
202	204	0.5%
197	203	0.5%
194	202	0.5%
175	202	0.5%
192	201	0.5%
207	201	0.5%
186	201	0.5%
Other values (819)	35708	88.5%
(Missing)	2577	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	2	< 0.1%
5	3	< 0.1%
6	1	< 0.1%
7	2	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%
11	3	< 0.1%
13	2	< 0.1%
14	3	< 0.1%

Value	Count	Frequency (%)
2322	1	< 0.1%
1783	1	< 0.1%
1667	1	< 0.1%
1343	1	< 0.1%
1339	1	< 0.1%
1274	2	< 0.1%
1253	1	< 0.1%
1201	1	< 0.1%
1197	1	< 0.1%
1140	1	< 0.1%

Age
Real number (ℝ_≥0)

Distinct	5987
Distinct (%)	14.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	61.64342324

Minimum	14
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	14
5-th percentile	30
Q1	51
median	63.11
Q3	74
95-th percentile	85
Maximum	100
Range	86
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	16.48294561
Coefficient of variation (CV)	0.2673917954
Kurtosis	-0.2334728394
Mean	61.64342324
Median Absolute Deviation (MAD)	11.27
Skewness	-0.4250999292
Sum	2486449.12
Variance	271.6874961
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
67	581	1.4%
68	545	1.4%
66	521	1.3%
65	512	1.3%
61	502	1.2%
69	498	1.2%
71	490	1.2%
62	480	1.2%
70	478	1.2%
63	473	1.2%
Other values (5977)	35256	87.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14	2	< 0.1%
15	2	< 0.1%
16	5	< 0.1%
17	13	< 0.1%
18	32	0.1%
18.11	3	< 0.1%
18.13	1	< 0.1%
18.14	2	< 0.1%
18.15	1	< 0.1%
18.18	1	< 0.1%

Value	Count	Frequency (%)
100	392	1.0%
89	112	0.3%
88.99	1	< 0.1%
88.98	2	< 0.1%
88.97	4	< 0.1%
88.96	1	< 0.1%
88.95	4	< 0.1%
88.94	2	< 0.1%
88.93	1	< 0.1%
88.92	5	< 0.1%

Gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	315.2 KiB

1	22566
0	17770

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	40336
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
1	22566	55.9%
0	17770	44.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1	22566	55.9%
0	17770	44.1%

Most occurring characters

Value	Count	Frequency (%)
1	22566	55.9%
0	17770	44.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	40336	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	22566	55.9%
0	17770	44.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	40336	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	22566	55.9%
0	17770	44.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	40336	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	22566	55.9%
0	17770	44.1%

Unit1
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	15617
Missing (%)	38.7%
Memory size	315.2 KiB

0.0	12452
1.0	12267

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	74157
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	12452	30.9%
1.0	12267	30.4%
(Missing)	15617	38.7%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	12452	50.4%
1.0	12267	49.6%

Most occurring characters

Value	Count	Frequency (%)
0	37171	50.1%
.	24719	33.3%
1	12267	16.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49438	66.7%
Other Punctuation	24719	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	37171	75.2%
1	12267	24.8%

Other Punctuation

Value	Count	Frequency (%)
.	24719	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	74157	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	37171	50.1%
.	24719	33.3%
1	12267	16.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	74157	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	37171	50.1%
.	24719	33.3%
1	12267	16.5%

Unit2
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	15617
Missing (%)	38.7%
Memory size	315.2 KiB

1.0	12452
0.0	12267

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	74157
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	1.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	12452	30.9%
0.0	12267	30.4%
(Missing)	15617	38.7%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1.0	12452	50.4%
0.0	12267	49.6%

Most occurring characters

Value	Count	Frequency (%)
0	36986	49.9%
.	24719	33.3%
1	12452	16.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	49438	66.7%
Other Punctuation	24719	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	36986	74.8%
1	12452	25.2%

Other Punctuation

Value	Count	Frequency (%)
.	24719	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	74157	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	36986	49.9%
.	24719	33.3%
1	12452	16.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	74157	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	36986	49.9%
.	24719	33.3%
1	12452	16.8%

HospAdmTime
Real number (ℝ)

ZEROS

Distinct	12156
Distinct (%)	30.1%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	-51.84894508

Minimum	-5366.86
Maximum	23.99
Zeros	1313
Zeros (%)	3.3%
Negative	38767
Negative (%)	96.1%
Memory size	315.2 KiB

Quantile statistics

Minimum	-5366.86
5-th percentile	-240.942
Q1	-43.685
median	-6.05
Q3	-0.04
95-th percentile	-0.01
Maximum	23.99
Range	5390.85
Interquartile range (IQR)	43.645

Descriptive statistics

Standard deviation	139.766452
Coefficient of variation (CV)	-2.695646975
Kurtosis	175.3735088
Mean	-51.84894508
Median Absolute Deviation (MAD)	6.03
Skewness	-9.578944604
Sum	-2091327.2
Variance	19534.6611
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.02	3999	9.9%
-0.03	2487	6.2%
0	1313	3.3%
-0.01	1293	3.2%
-0.04	794	2.0%
-0.05	436	1.1%
-0.06	241	0.6%
-0.07	176	0.4%
-0.09	108	0.3%
-0.08	99	0.2%
Other values (12146)	29389	72.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5366.86	1	< 0.1%
-3710.66	1	< 0.1%
-3397.64	1	< 0.1%
-3342.34	1	< 0.1%
-3322.9	1	< 0.1%
-3269.1	1	< 0.1%
-3212.56	1	< 0.1%
-3189.39	1	< 0.1%
-3141.55	1	< 0.1%
-3112.12	1	< 0.1%

Value	Count	Frequency (%)
23.99	1	< 0.1%
22.04	1	< 0.1%
20.04	1	< 0.1%
17.34	1	< 0.1%
16.02	1	< 0.1%
14.65	1	< 0.1%
14.21	1	< 0.1%
14	1	< 0.1%
11.94	1	< 0.1%
10.99	1	< 0.1%

ICULOS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	274
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.01011503

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	8
5-th percentile	15
Q1	24
median	39
Q3	47
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	22.92464081
Coefficient of variation (CV)	0.5876588878
Kurtosis	43.19490598
Mean	39.01011503
Median Absolute Deviation (MAD)	11
Skewness	4.901225737
Sum	1573512
Variance	525.5391564
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	1362	3.4%
39	1321	3.3%
38	1318	3.3%
41	1293	3.2%
40	1292	3.2%
43	1239	3.1%
42	1226	3.0%
37	1194	3.0%
44	1141	2.8%
46	1132	2.8%
Other values (264)	27818	69.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	281	0.7%
9	206	0.5%
10	202	0.5%
11	207	0.5%
12	247	0.6%
13	313	0.8%
14	369	0.9%
15	506	1.3%
16	552	1.4%
17	642	1.6%

Value	Count	Frequency (%)
336	16	< 0.1%
335	1	< 0.1%
334	1	< 0.1%
330	1	< 0.1%
328	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
318	1	< 0.1%
312	2	< 0.1%

SepsisLabel
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	315.2 KiB

0	37404
1	2932

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	40336
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	37404	92.7%
1	2932	7.3%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	37404	92.7%
1	2932	7.3%

Most occurring characters

Value	Count	Frequency (%)
0	37404	92.7%
1	2932	7.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	40336	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	37404	92.7%
1	2932	7.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	40336	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	37404	92.7%
1	2932	7.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	40336	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	37404	92.7%
1	2932	7.3%

Sepsis
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	315.2 KiB

0	37404
1	2932

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	40336
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	37404	92.7%
1	2932	7.3%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	37404	92.7%
1	2932	7.3%

Most occurring characters

Value	Count	Frequency (%)
0	37404	92.7%
1	2932	7.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	40336	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	37404	92.7%
1	2932	7.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	40336	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	37404	92.7%
1	2932	7.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	40336	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	37404	92.7%
1	2932	7.3%

Hours
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	273
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.48200119

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	8
5-th percentile	14
Q1	24
median	38
Q3	47
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	22.79592332
Coefficient of variation (CV)	0.5923788425
Kurtosis	42.42147962
Mean	38.48200119
Median Absolute Deviation (MAD)	11
Skewness	4.840449261
Sum	1552210
Variance	519.6541201
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	1364	3.4%
39	1362	3.4%
38	1323	3.3%
40	1285	3.2%
41	1271	3.2%
37	1223	3.0%
43	1210	3.0%
42	1193	3.0%
44	1143	2.8%
45	1089	2.7%
Other values (263)	27873	69.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	328	0.8%
9	236	0.6%
10	221	0.5%
11	234	0.6%
12	285	0.7%
13	350	0.9%
14	412	1.0%
15	536	1.3%
16	601	1.5%
17	721	1.8%

Value	Count	Frequency (%)
336	10	< 0.1%
335	3	< 0.1%
334	2	< 0.1%
333	1	< 0.1%
330	1	< 0.1%
328	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
318	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	EtCO2	BaseExcess	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Bilirubin_direct	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	TroponinI	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	SepsisLabel	Sepsis	Hours
0	1	117.0	100.0	37.44	181.0	141.33	NaN	32.0	NaN	24.0	48.0	0.3	7.40	100.0	91.0	16.0	22.0	98.0	9.6	85.0	0.7	NaN	193.0	NaN	2.2	3.7	4.6	0.3	NaN	37.2	12.5	NaN	14.7	NaN	338.0	83.14	0	NaN	NaN	-0.03	54	0	0	54
1	2	94.0	100.0	36.44	194.0	116.00	66.0	27.0	NaN	NaN	22.0	NaN	NaN	NaN	NaN	NaN	100.0	NaN	7.9	113.0	2.5	NaN	78.0	NaN	2.5	4.4	5.1	NaN	NaN	27.8	9.7	NaN	11.0	NaN	158.0	75.91	0	0.0	1.0	-98.60	23	0	0	23
2	3	93.0	99.0	38.61	159.0	99.00	69.0	40.0	NaN	8.0	32.0	0.8	7.51	41.0	NaN	NaN	31.0	NaN	11.1	100.0	0.9	NaN	130.0	NaN	2.5	2.9	4.1	NaN	NaN	32.1	11.0	30.5	10.0	NaN	488.0	45.82	0	1.0	0.0	-1195.71	48	0	0	48
3	4	113.0	100.0	36.78	132.5	84.00	61.5	26.0	NaN	0.0	22.0	NaN	7.41	45.0	98.0	NaN	19.0	NaN	8.2	108.0	0.8	NaN	253.0	NaN	2.4	3.8	5.0	NaN	NaN	27.6	8.3	22.3	7.6	NaN	220.0	65.71	0	0.0	1.0	-8.77	29	0	0	29
4	5	88.0	99.0	37.33	150.0	103.00	NaN	21.0	NaN	NaN	28.0	NaN	NaN	NaN	NaN	30.0	9.0	80.0	8.5	106.0	0.7	NaN	138.0	NaN	2.5	3.0	4.0	0.6	NaN	45.7	15.5	29.0	8.1	NaN	288.0	28.09	1	1.0	0.0	-0.05	49	0	0	48
5	6	111.0	100.0	36.72	150.0	100.00	NaN	43.0	NaN	0.0	29.0	0.4	7.34	47.0	NaN	NaN	9.0	NaN	NaN	111.0	0.7	NaN	293.0	1.4	NaN	NaN	3.8	NaN	NaN	36.9	12.2	NaN	12.0	NaN	298.0	52.01	1	1.0	0.0	-0.03	19	0	0	17
6	7	155.5	100.0	38.39	147.5	102.00	82.0	33.0	NaN	-6.0	20.0	1.0	7.40	36.0	NaN	452.0	71.0	88.0	8.0	123.0	3.9	NaN	263.0	2.2	1.9	3.8	4.6	1.4	NaN	46.0	16.4	27.1	9.7	NaN	66.0	64.24	1	1.0	0.0	-0.05	45	0	0	45
7	8	88.0	100.0	36.89	136.0	81.00	56.0	22.0	NaN	-6.0	17.0	NaN	7.37	37.0	NaN	NaN	31.0	NaN	8.2	110.0	1.3	NaN	129.0	2.1	2.5	3.8	5.7	NaN	NaN	32.9	11.4	NaN	11.4	NaN	357.0	87.08	1	NaN	NaN	-2.23	40	0	0	40
8	9	143.0	100.0	39.33	158.0	117.00	120.0	55.5	NaN	9.0	35.0	1.0	7.51	80.5	99.0	NaN	25.0	NaN	8.7	113.0	1.3	NaN	143.0	3.8	2.4	5.4	4.5	NaN	NaN	39.5	14.6	46.4	14.9	804.0	759.0	27.92	1	NaN	NaN	-0.03	258	1	1	258
9	10	84.0	100.0	37.70	137.0	85.00	65.0	23.0	NaN	0.0	25.0	1.0	7.42	43.0	99.0	NaN	18.0	NaN	NaN	109.0	1.1	NaN	116.0	1.1	2.1	NaN	3.9	NaN	NaN	32.8	10.9	29.9	9.9	NaN	115.0	76.71	0	0.0	1.0	-2.36	25	0	0	23

Last rows

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	EtCO2	BaseExcess	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Bilirubin_direct	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	TroponinI	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	Hours
40326	119991	84.0	100.0	37.3	172.0	112.0	70.0	31.5	40.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	14.0	NaN	7.5	NaN	0.79	NaN	155.0	NaN	1.6	NaN	4.1	NaN	NaN	26.3	8.4	NaN	6.4	NaN	96.0	81.0	0	0.0	1.0	-66.13	25	25
40327	119992	112.0	100.0	37.5	213.0	153.0	111.0	29.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	37.0	NaN	9.2	NaN	9.93	NaN	143.0	NaN	1.8	6.6	4.5	NaN	0.41	30.2	9.5	NaN	2.8	NaN	198.0	45.0	1	1.0	0.0	-4.55	41	41
40328	119993	90.5	98.0	37.2	150.5	105.0	86.0	20.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	15.0	NaN	8.3	NaN	1.01	NaN	132.0	NaN	2.0	2.6	4.1	NaN	0.01	42.0	14.9	NaN	12.3	NaN	175.0	65.0	1	NaN	NaN	-3.53	21	21
40329	119994	82.0	100.0	37.9	146.0	89.5	66.0	26.0	42.0	NaN	NaN	0.5	7.4	40.0	98.7	NaN	18.0	NaN	8.4	NaN	1.13	NaN	155.0	7.21	2.2	3.6	4.8	NaN	NaN	30.3	10.3	NaN	11.4	NaN	71.0	71.0	1	0.0	1.0	-29.57	42	42
40330	119995	83.0	98.0	36.3	175.0	124.0	97.0	28.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9.0	NaN	8.8	NaN	0.81	NaN	117.0	NaN	2.0	3.0	3.5	NaN	NaN	39.2	13.1	NaN	7.0	289.0	154.0	76.0	1	0.0	1.0	-14.90	42	42
40331	119996	124.0	100.0	37.0	164.0	105.0	109.0	23.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	849.0	8.0	259.0	8.8	NaN	0.58	NaN	160.0	NaN	2.3	NaN	4.0	3.3	0.01	42.7	13.8	NaN	12.6	NaN	238.0	84.0	0	NaN	NaN	-6.69	48	48
40332	119997	80.0	100.0	37.3	156.0	193.5	90.0	26.0	45.0	NaN	NaN	NaN	NaN	NaN	NaN	24.0	6.0	116.0	17.8	NaN	0.85	0.1	106.0	NaN	3.2	3.1	3.6	0.7	1.09	49.4	16.1	38.2	10.8	NaN	201.0	30.0	1	NaN	NaN	-0.02	25	25
40333	119998	103.0	100.0	37.6	205.5	158.5	130.5	26.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9.0	61.0	68.0	8.3	NaN	8.77	NaN	91.0	NaN	1.9	4.1	4.3	0.2	NaN	30.2	9.6	NaN	13.6	NaN	225.0	60.0	0	1.0	0.0	-53.64	49	49
40334	119999	106.0	100.0	37.9	164.0	114.0	82.0	27.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	34.0	29.0	50.0	8.5	NaN	1.04	NaN	111.0	NaN	NaN	NaN	3.4	1.1	NaN	26.5	8.7	NaN	11.4	NaN	272.0	84.0	0	1.0	0.0	-10.74	20	20
40335	120000	101.0	99.0	37.0	168.0	119.0	84.0	20.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	18.0	11.0	75.0	9.3	NaN	0.54	0.1	242.0	NaN	2.2	4.0	3.6	0.9	NaN	37.6	12.0	29.1	6.8	NaN	230.0	62.0	0	NaN	NaN	0.00	35	35

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Missing values

Sample

First rows

Last rows